The invention relates to a Fourier contour
syntax guided
remote sensing target detection method, equipment and a medium, belongs to the technical field of
remote sensing image target detection, and can effectively detect obviously symmetrical targets such as airplanes or ships in a
remote sensing scene lacking contour / target
mask labels. According to the invention, in a
small sample scene, detection of a target category and positioning of a target can be realized, and a closed contour of the target can also be output. Fourier low-
frequency spectrum is used to realize contour coding, and only 128-dimensional descriptors are used to replace traditional discrete contour point prediction. Through a triple Fourier guidance mechanism formed by cyclic alignment loss, low-frequency amplitude regularization and symmetric constraint, the
noise interference of a weak supervision false contour is effectively relieved, the model is forced to preferentially learn the global shape and
symmetric structure of a target, and the adaptability to scale change, any rotation angle and complex background interference is remarkably improved. And meanwhile, the detection accuracy in a
small sample scene is improved, and practical value and theoretical value are both considered.